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Peter Devine

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#artificial intelligence Preprint Oct 2026

Internalizer: Portable Context-to-Parameter Mapping for Very Large Language Models

Hypernetworks that map a context directly to a LoRA adapter let a large language model carry that context in its weights, but prior work has demonstrated them only on base models of up to 14 billion parameters. We present the Internalizer, a state-of-the-art, portable Context-to-Parameter Mapping hypernetwork that gene...

Peter Devine, Nick Ryan, Benjamin Sirb et al. · 0 citations

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